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"outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import cv2\n", + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from keras import layers, models, optimizers, losses, metrics, preprocessing\n", + "from keras.models import Sequential\n", + "from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n", + "from tensorflow.keras.preprocessing.image import ImageDataGenerator" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 1823 images belonging to 2 classes.\n", + "Found 200 images belonging to 2 classes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Home\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\data_adapters\\py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", + " self._warn_if_super_not_called()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/15\n", + "\u001b[1m 92/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━━\u001b[0m \u001b[1m1s\u001b[0m 209ms/step - accuracy: 0.5003 - loss: 0.7080" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Home\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:107: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n", + " self._interrupted_warning()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 202ms/step - accuracy: 0.5011 - loss: 0.7071 - val_accuracy: 0.4850 - val_loss: 0.6858\n", + "Epoch 2/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 385ms/step - accuracy: 0.5660 - loss: 0.6854 - val_accuracy: 0.5800 - val_loss: 0.6501\n", + "Epoch 3/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 437ms/step - accuracy: 0.6389 - loss: 0.6303 - val_accuracy: 0.5950 - val_loss: 0.6571\n", + "Epoch 4/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 433ms/step - accuracy: 0.6392 - loss: 0.6369 - val_accuracy: 0.6750 - val_loss: 0.6175\n", + "Epoch 5/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 433ms/step - accuracy: 0.6641 - loss: 0.6072 - val_accuracy: 0.6750 - val_loss: 0.6209\n", + "Epoch 6/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 436ms/step - accuracy: 0.6638 - loss: 0.6029 - val_accuracy: 0.7000 - val_loss: 0.5767\n", + "Epoch 7/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 433ms/step - accuracy: 0.6974 - loss: 0.5602 - val_accuracy: 0.7200 - val_loss: 0.5445\n", + "Epoch 8/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 432ms/step - accuracy: 0.7302 - loss: 0.5413 - val_accuracy: 0.7700 - val_loss: 0.5169\n", + "Epoch 9/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 433ms/step - accuracy: 0.7109 - loss: 0.5401 - val_accuracy: 0.7200 - val_loss: 0.5424\n", + "Epoch 10/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 434ms/step - accuracy: 0.7552 - loss: 0.4997 - val_accuracy: 0.6900 - val_loss: 0.5927\n", + "Epoch 11/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 433ms/step - accuracy: 0.7483 - loss: 0.5010 - val_accuracy: 0.7550 - val_loss: 0.5527\n", + "Epoch 12/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 417ms/step - accuracy: 0.7430 - loss: 0.5135 - val_accuracy: 0.7550 - val_loss: 0.5013\n", + "Epoch 13/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 433ms/step - accuracy: 0.7678 - loss: 0.4847 - val_accuracy: 0.7800 - val_loss: 0.5143\n", + "Epoch 14/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m44s\u001b[0m 434ms/step - accuracy: 0.7890 - loss: 0.4463 - val_accuracy: 0.7600 - val_loss: 0.5209\n", + "Epoch 15/15\n", + "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 426ms/step - accuracy: 0.8115 - loss: 0.4065 - val_accuracy: 0.7650 - val_loss: 0.4908\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" + ] + } + ], + "source": [ + "img_width, img_height = 150, 150\n", + "\n", + "# Model CNN đơn giản\n", + "model = Sequential([\n", + " # lớp tích chập đầu tiên với 32 bộ lọc, kích thước kernel (3, 5)\n", + " Conv2D(32, (3, 3), activation='relu', input_shape=(img_width, img_height, 3)),\n", + " MaxPooling2D(pool_size=(2, 2)),\n", + " \n", + " # lớp tích chập thứ 2 có 64 bộ lọc\n", + " Conv2D(64, (3, 3), activation='relu'),\n", + " MaxPooling2D(pool_size=(2, 2)),\n", + " \n", + " # lớp tích chập thứ 3 có 128 bộ lọc\n", + " Conv2D(128, (3, 3), activation='relu'),\n", + " MaxPooling2D(pool_size=(2, 2)),\n", + " \n", + " # chuyển đổi đầu ra -> vector 1d\n", + " Flatten(),\n", + " \n", + " # lớp dense 512 neuron\n", + " Dense(512, activation='relu'),\n", + " Dropout(0.5),\n", + " \n", + " # lớp đầu ra: 1 neuron với hàm activation là sigmoid -> phân loại chó/mèo\n", + " Dense(1, activation='sigmoid')\n", + "])\n", + "\n", + "# biên dịch mô hình\n", + "model.compile(loss='binary_crossentropy',\n", + " optimizer='adam',\n", + " metrics=['accuracy'])\n", + "\n", + "# dùng ImageDataGenerator -> chuẩn hóa ảnh, thực hiện data augmentation\n", + "train_datagen = ImageDataGenerator(\n", + " rescale=1./255,\n", + " shear_range=0.2,\n", + " zoom_range=0.2,\n", + " horizontal_flip=True\n", + ")\n", + "\n", + "test_datagen = ImageDataGenerator(rescale=1./255)\n", + "\n", + "# tạo generator cho train và valid\n", + "train_generator = train_datagen.flow_from_directory(\n", + " 'data.cat_dog/train',\n", + " target_size=(img_width, img_height),\n", + " batch_size=20,\n", + " class_mode='binary'\n", + ")\n", + "\n", + "valid_generator = test_datagen.flow_from_directory(\n", + " 'data.cat_dog/valid',\n", + " target_size=(img_width, img_height),\n", + " batch_size=20,\n", + " class_mode='binary'\n", + ")\n", + "\n", + "# huấn luyện\n", + "history= model.fit(\n", + " train_generator,\n", + " steps_per_epoch=100,\n", + " epochs=15,\n", + " validation_data=valid_generator,\n", + " validation_steps=50\n", + ")\n", + "\n", + "model.save('cnn_cats_dogs.h5')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/data.cat_dog/train/cats/_DS_Store b/data.cat_dog/train/cats/_DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 Binary files /dev/null and b/data.cat_dog/train/cats/_DS_Store differ diff --git a/data.cat_dog/train/cats/cat.4001.jpg b/data.cat_dog/train/cats/cat.4001.jpg new 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0000000000000000000000000000000000000000..88013c4867036dd19b876b2e1d60fb7ccde3315c Binary files /dev/null and b/data.cat_dog/valid/dogs/dog.5000.jpg differ diff --git a/model_deployment/app.py b/model_deployment/app.py new file mode 100644 index 0000000000000000000000000000000000000000..6ebd9dacda4f8abfd1d2cd29cf2380e64d9d282f --- /dev/null +++ b/model_deployment/app.py @@ -0,0 +1,63 @@ +from flask import Flask, request, render_template +import os +from tensorflow.keras.models import load_model +from tensorflow.keras.preprocessing.image import img_to_array, load_img +import numpy as np + +app = Flask(__name__) + +# đường dẫn ảnh +UPLOAD_FOLDER = 'static/uploads/' +app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER + +# load model +model = load_model('cnn_cats_dogs.h5') + +# xử lý ảnh và dự đoán +def detect_img(image_path): + img = load_img(image_path, target_size=(150, 150)) + img_array = img_to_array(img) + # thêm chiều batch + img_array = np.expand_dims(img_array, axis=0) + img_array = img_array / 255.0 + + + #dự đoán + prediction = model.predict(img_array) + if prediction[0][0] > 0.5: + res = np.round(prediction[0][0] * 100, 2) + return f"Chó {res}%" + else: + res = np.round(100 - prediction[0][0] * 100, 2) + return f"Mèo {res}%" + +# trang chủ +@app.route('/', methods=['GET', 'POST']) +def index(): + result = None + image_path = None + + if request.method == 'POST': + if 'file' not in request.files: + return 'Không có file nào được tải lên' + file = request.files['file'] + if file.name == '': + return 'Chưa chọn file!' + + # lưu ảnh vào thư mục static/uploads + if file: + filename = 'upload_image.jpg' + file_path = os.path.join(app.config['UPLOAD_FOLDER'], filename) + file.save(file_path) + + #dự đoán + result = detect_img(file_path) + image_path = f'uploads/{filename}' + + return render_template('index.html', result=result, image_path=image_path) + +if __name__ == '__main__': + #tạo thư mục uploads nếu chưa có + if not os.path.exists(UPLOAD_FOLDER): + os.makedirs(UPLOAD_FOLDER) + app.run(debug=True, host='0.0.0.0', port=5000) \ No newline at end of file diff --git a/model_deployment/cnn_cats_dogs.h5 b/model_deployment/cnn_cats_dogs.h5 new file mode 100644 index 0000000000000000000000000000000000000000..9c6ab8a05c6f3dff7d1557f68599d056533a98b1 --- /dev/null +++ b/model_deployment/cnn_cats_dogs.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d8aa6ead5deb081a01e42d40aae52f3cc409757c30387c795e4c497873aae456 +size 228457832 diff --git a/model_deployment/static/uploads/upload_image.jpg b/model_deployment/static/uploads/upload_image.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c20bc6ea2c33c6340374f08c2e1c7ee4ff9e14f2 --- /dev/null +++ b/model_deployment/static/uploads/upload_image.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79c72e00ac4cdf9a7b3d73e4c538b5765d7296849380baccf7b829b0d83c739d +size 928949 diff --git a/model_deployment/templates/index.html b/model_deployment/templates/index.html new file mode 100644 index 0000000000000000000000000000000000000000..8824b810b64404a5b06275dff0d1c41a49f5d978 --- /dev/null +++ b/model_deployment/templates/index.html @@ -0,0 +1,79 @@ + + + + + Phân loại Chó - Mèo + + + + + +
+

Phân loại Chó - Mèo

+
+ + +
+ + {% if image_path %} +

Ảnh tải lên:

+ Uploaded Image + {% endif %} + + {% if result %} +

Kết quả: {{ result }}

+ {% endif %} +
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diff --git a/test/dogs/dog_59.jpg b/test/dogs/dog_59.jpg new file mode 100644 index 0000000000000000000000000000000000000000..406ff138b2005b894466b2b240d1c527544b80c0 Binary files /dev/null and b/test/dogs/dog_59.jpg differ diff --git a/test/dogs/dog_68.jpg b/test/dogs/dog_68.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6240ac6b34a2a9c129b17815c10a7819645338fa --- /dev/null +++ b/test/dogs/dog_68.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3403933a36ad66cfb4f639ca34c186e3ccc474105835e5d835fc35a7969e093f +size 702807 diff --git a/test/dogs/dog_75.jpg b/test/dogs/dog_75.jpg new file mode 100644 index 0000000000000000000000000000000000000000..3bc851b261d82601a82e9a691620544acf4d3513 Binary files /dev/null and b/test/dogs/dog_75.jpg differ diff --git a/test/dogs/dog_89.jpg b/test/dogs/dog_89.jpg new file mode 100644 index 0000000000000000000000000000000000000000..239e68f7ec1af7218409ea0fe19ff30349462830 Binary files /dev/null and b/test/dogs/dog_89.jpg differ diff --git a/test_cnn.ipynb b/test_cnn.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..1f65abd24b09680db721708f8914a29255d8e5e0 --- /dev/null +++ b/test_cnn.ipynb @@ -0,0 +1,283 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n" + ] + } + ], + "source": [ + "from tensorflow.keras.models import load_model\n", + "\n", + "# tải mô hình \n", + "model = load_model('cnn_cats_dogs.h5')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "70" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "\n", + "cats_path = 'test/cats'\n", + "dogs_path = 'test/dogs'\n", + "\n", + "cats_path_list = os.listdir(cats_path)\n", + "dogs_path_list = os.listdir(dogs_path)\n", + "len(dogs_path_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n", + "\u001b[1m1/1\u001b[0m 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tensorflow.keras.preprocessing import image\n", + "import numpy as np\n", + "\n", + "cats_size = len(cats_path_list)\n", + "dogs_size = len(dogs_path_list)\n", + "correct_cats = 0\n", + "correct_dogs = 0\n", + "\n", + "for path in cats_path_list:\n", + " full_path = os.path.join(cats_path, path)\n", + " img = image.load_img(full_path, target_size=(150,150))\n", + " img_array = image.img_to_array(img)\n", + " img_array = np.expand_dims(img_array, axis=0)\n", + " img_array /= 255.0\n", + " prediction = model.predict(img_array)\n", + " if (prediction < 0.5):\n", + " correct_cats += 1\n", + "\n", + "for path in dogs_path_list:\n", + " full_path = os.path.join(dogs_path, path)\n", + " img = image.load_img(full_path, target_size=(150,150))\n", + " img_array = image.img_to_array(img)\n", + " img_array = np.expand_dims(img_array, axis=0)\n", + " img_array /= 255.0\n", + " prediction = model.predict(img_array)\n", + " if (prediction > 0.5):\n", + " correct_dogs += 1\n", + "\n", + "model_accuracy = (correct_cats + correct_dogs) / (cats_size + dogs_size)\n", + "\n", + "print(f\"Số ảnh dự đoán đúng nhãn con mèo là: {correct_cats}/{cats_size} ảnh\")\n", + "print(f\"Số ảnh dự đoán đúng nhãn con chó là: {correct_dogs}/{dogs_size} ảnh\")\n", + "print(f\"Accuracy: {model_accuracy}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "12.22\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "c = 12.222222\n", + "print(np.round(c, 2))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 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